VALIDATE Profiler Report

Action                             	|  Mean duration (s)	|Num calls      	|  Total time (s) 	|  Percentage %   	|
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Total                              	|  -              	|_              	|  656.18         	|  100 %          	|
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run_training_epoch                 	|  3.6393         	|167            	|  607.77         	|  92.622         	|
run_training_batch                 	|  0.24288        	|1000           	|  242.88         	|  37.015         	|
optimizer_step_with_closure_0      	|  0.2407         	|1000           	|  240.7          	|  36.682         	|
training_step_and_backward         	|  0.1808         	|1000           	|  180.8          	|  27.554         	|
model_forward                      	|  0.093627       	|1000           	|  93.627         	|  14.268         	|
training_step                      	|  0.093457       	|1000           	|  93.457         	|  14.243         	|
backward                           	|  0.085836       	|1000           	|  85.836         	|  13.081         	|
get_train_batch                    	|  0.066497       	|1167           	|  77.602         	|  11.826         	|
fetch_next_train_batch             	|  0.066471       	|1167           	|  77.572         	|  11.822         	|
run_validate_evaluation            	|  16.474         	|1              	|  16.474         	|  2.5105         	|
evaluation_step_and_end            	|  0.10578        	|125            	|  13.223         	|  2.0151         	|
validation_step                    	|  0.10571        	|125            	|  13.214         	|  2.0137         	|
on_train_batch_end                 	|  0.0016361      	|1000           	|  1.6361         	|  0.24933        	|
zero_grad                          	|  0.001311       	|1000           	|  1.311          	|  0.1998         	|
get_validate_batch                 	|  0.0054726      	|126            	|  0.68955        	|  0.10509        	|
fetch_next_validate_batch          	|  0.0054543      	|126            	|  0.68724        	|  0.10473        	|
training_batch_to_device           	|  0.00040241     	|1000           	|  0.40241        	|  0.061326       	|
on_train_batch_start               	|  9.8196e-05     	|1000           	|  0.098196       	|  0.014965       	|
on_train_epoch_start               	|  0.00040578     	|167            	|  0.067766       	|  0.010327       	|
on_train_epoch_end                 	|  0.00030639     	|167            	|  0.051166       	|  0.0077976      	|
on_train_end                       	|  0.046375       	|1              	|  0.046375       	|  0.0070674      	|
on_batch_start                     	|  2.7674e-05     	|1000           	|  0.027674       	|  0.0042174      	|
evaluation_batch_to_device         	|  0.00020395     	|125            	|  0.025493       	|  0.0038851      	|
on_pretrain_routine_start          	|  0.02439        	|1              	|  0.02439        	|  0.003717       	|
on_before_zero_grad                	|  1.8493e-05     	|1000           	|  0.018493       	|  0.0028183      	|
on_after_backward                  	|  1.8131e-05     	|1000           	|  0.018131       	|  0.0027631      	|
on_batch_end                       	|  1.4704e-05     	|1000           	|  0.014704       	|  0.0022409      	|
on_before_optimizer_step           	|  1.1588e-05     	|1000           	|  0.011588       	|  0.0017659      	|
configure_optimizers               	|  0.011486       	|1              	|  0.011486       	|  0.0017504      	|
on_before_backward                 	|  1.1323e-05     	|1000           	|  0.011323       	|  0.0017255      	|
training_step_end                  	|  6.3624e-06     	|1000           	|  0.0063624      	|  0.00096962     	|
on_validation_model_eval           	|  0.0041706      	|1              	|  0.0041706      	|  0.00063559     	|
on_validation_batch_end            	|  2.6312e-05     	|125            	|  0.0032891      	|  0.00050124     	|
on_train_start                     	|  0.0023209      	|1              	|  0.0023209      	|  0.0003537      	|
on_epoch_start                     	|  1.1361e-05     	|168            	|  0.0019087      	|  0.00029088     	|
on_epoch_end                       	|  1.0982e-05     	|168            	|  0.0018449      	|  0.00028116     	|
on_validation_batch_start          	|  1.2044e-05     	|125            	|  0.0015055      	|  0.00022943     	|
validation_step_end                	|  5.8993e-06     	|125            	|  0.00073742     	|  0.00011238     	|
on_validation_start                	|  0.00065683     	|1              	|  0.00065683     	|  0.0001001      	|
on_validation_end                  	|  0.00019922     	|1              	|  0.00019922     	|  3.0361e-05     	|
on_before_accelerator_backend_setup	|  3.0051e-05     	|2              	|  6.0102e-05     	|  9.1594e-06     	|
on_validation_epoch_end            	|  4.9243e-05     	|1              	|  4.9243e-05     	|  7.5045e-06     	|
on_configure_sharded_model         	|  2.4217e-05     	|2              	|  4.8434e-05     	|  7.3813e-06     	|
on_fit_start                       	|  4.7205e-05     	|1              	|  4.7205e-05     	|  7.1939e-06     	|
teardown                           	|  2.1327e-05     	|2              	|  4.2655e-05     	|  6.5004e-06     	|
setup                              	|  1.9839e-05     	|2              	|  3.9678e-05     	|  6.0468e-06     	|
configure_callbacks                	|  1.4496e-05     	|2              	|  2.8992e-05     	|  4.4183e-06     	|
on_val_dataloader                  	|  1.3455e-05     	|2              	|  2.691e-05      	|  4.101e-06      	|
on_fit_end                         	|  2.5285e-05     	|1              	|  2.5285e-05     	|  3.8534e-06     	|
configure_sharded_model            	|  7.1647e-06     	|2              	|  1.4329e-05     	|  2.1837e-06     	|
prepare_data                       	|  6.7391e-06     	|2              	|  1.3478e-05     	|  2.054e-06      	|
on_pretrain_routine_end            	|  1.3171e-05     	|1              	|  1.3171e-05     	|  2.0072e-06     	|
on_validation_epoch_start          	|  1.0809e-05     	|1              	|  1.0809e-05     	|  1.6473e-06     	|
on_train_dataloader                	|  8.6781e-06     	|1              	|  8.6781e-06     	|  1.3225e-06     	|
